{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (284489737)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SCDrHQd3bhvxjr2HGH3Yjq7cVQ3OvQ/9td8NXczPCBYbE6w4HgUgIEXUWYE5clnuqoUCd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1106d5810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(ma=12, color='coral')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
